{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "使用sklearn库进行逻辑回归模型评估"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "4a9791adfe01c661"
  },
  {
   "cell_type": "markdown",
   "source": [
    "导入依赖"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "77070f45d9274ec"
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-18T07:38:10.024457400Z",
     "start_time": "2024-04-18T07:38:09.518730800Z"
    }
   },
   "id": "d8f4d8be69405bb8"
  },
  {
   "cell_type": "markdown",
   "source": [
    "获取数据集,并训练模型（二分类）"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "59ad484b25e4d1d5"
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\python-3.9.5\\lib\\site-packages\\sklearn\\utils\\validation.py:1300: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "init_data = load_iris()\n",
    "# 获取数据集data(m*n)\n",
    "data = init_data.data   \n",
    "# 获取数据集target(m*1)\n",
    "target = init_data.target.reshape(-1,1)\n",
    "# 二分类问题，处理target和data\n",
    "simple_data = data[:,3].reshape(-1,1)\n",
    "simple_target = target.copy()\n",
    "for i in range(simple_target.shape[0]):\n",
    "    if simple_target[i][0]==0:\n",
    "        simple_target[i]=[1]\n",
    "    else:\n",
    "        simple_target[i]=[0]\n",
    "# 训练模型\n",
    "model = LogisticRegression()\n",
    "model.fit(simple_data, simple_target)\n",
    "\n",
    "# 预测数据概率,并绘制概率曲线\n",
    "x_test = np.linspace(0, 3, 1000).reshape(-1,1)  #1000*1\n",
    "pred_prob = model.predict_proba(x_test)         # 1000*2\n",
    "plt.scatter(x_test, pred_prob[:,0],s=1, c='r', marker='o',label='1')\n",
    "plt.scatter(x_test, pred_prob[:,1],s=1, c='b', marker='o',label='0')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-18T08:05:42.229443900Z",
     "start_time": "2024-04-18T08:05:42.101561Z"
    }
   },
   "id": "a5d8c26b955f00c8"
  },
  {
   "cell_type": "markdown",
   "source": [
    "绘制边界曲线"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "f514e1b704e79d8f"
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 预测数据概率,并绘制概率曲线\n",
    "x_test = np.linspace(0, 3, 1000).reshape(-1,1)  #1000*1\n",
    "pred_prob = model.predict_proba(x_test)         # 1000*2\n",
    "# 定义边界位置(x坐标)(list)\n",
    "boundary_pos = x_test[ pred_prob[:,0]>=pred_prob[:,1] ][0][0]\n",
    "plt.scatter(x_test, pred_prob[:,0],s=1, c='r', marker='o',label='1')\n",
    "plt.scatter(x_test, pred_prob[:,1],s=1, c='g', marker='o',label='0')\n",
    "# 绘制边界虚线\n",
    "plt.vlines(boundary_pos, 0, 1, linestyles='dashed', colors='b')\n",
    "# 绘制箭头，指向方向\n",
    "plt.arrow(boundary_pos, 1-0.02, -0.5, 0, width=0.01, head_width=0.1, head_length=0.1, fc='g', ec='g')\n",
    "plt.arrow(boundary_pos, 0.02, 0.5, 0, width=0.01, head_width=0.1, head_length=0.1, fc='r', ec='r')\n",
    "plt.text(2, 0.5, '概率变化', fontsize=16, color='black')\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-18T08:38:37.184503300Z",
     "start_time": "2024-04-18T08:38:37.064104Z"
    }
   },
   "id": "422428a42d84cf81"
  },
  {
   "cell_type": "markdown",
   "source": [
    "等高线展示"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "ead4a0acd1a3b33e"
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\python-3.9.5\\lib\\site-packages\\sklearn\\utils\\validation.py:1300: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 构建二维数据current_data(m*2),current_target(m*1)\n",
    "current_data = data[:,(2,3)].reshape(-1,2)\n",
    "current_target = (target==2).astype(int)\n",
    "# print(np.min(current_data[:,0], axis=0),np.max(current_data[:,0], axis=0))\n",
    "# print(np.min(current_data[:,1], axis=0),np.max(current_data[:,1], axis=0))\n",
    "\n",
    "# 2. 绘制棋盘坐标(笛卡尔积),构成新的数据\n",
    "x0,x1=np.meshgrid(np.linspace(2.9,7,500),np.linspace(0.8,2.7,500))  #x0/x1: 500*500\n",
    "x_grid = np.c_[x0.ravel(),x1.ravel()]   # x_grid:m*2（列连接）\n",
    "\n",
    "# 3. 预测概率值\n",
    "model = LogisticRegression()\n",
    "model.fit(current_data, current_target)\n",
    "pred_prob = model.predict_proba(x_grid) # x_grid:m*n,pred_prob:m*2\n",
    "print(model.classes_)       # 查看类别\n",
    "\n",
    "# 4. 绘制等高线\n",
    "plt.plot(current_data[current_target.flatten()==0,0],current_data[current_target.flatten()==0,1],'m+',label='0')  # 绘制样本点0\n",
    "plt.plot(current_data[current_target.flatten()==1,0],current_data[current_target.flatten()==1,1],'ch',label='1')  # 绘制样本点1\n",
    "contour = plt.contour(x0,x1,pred_prob[:,1].reshape(x0.shape),linewidths=2,cmap=plt.cm.brg)  # 绘制等高线0\n",
    "plt.clabel(contour, inline=True, fmt='%1.1f', fontsize=10)\n",
    "plt.xlabel('花萼长度')\n",
    "plt.ylabel('花萼宽度')\n",
    "plt.text(6.75, 1.25, '1', fontsize=16, color='black')\n",
    "plt.text(3.5, 1.75, '0', fontsize=16, color='black')\n",
    "plt.xlim(3,7)\n",
    "plt.ylim(0.8,2.7)\n",
    "plt.legend()\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-18T12:48:05.176758700Z",
     "start_time": "2024-04-18T12:48:05.032069300Z"
    }
   },
   "id": "d9e17edda22800b6"
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\python-3.9.5\\lib\\site-packages\\sklearn\\utils\\validation.py:1300: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多分类逻辑回归算法实现\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "# 1. 获取数据\n",
    "mul_current_data = data[:,(2,3)].reshape(-1,2)  # 2*m\n",
    "mul_current_target = target.copy()  # m*1\n",
    "\n",
    "# 2. 绘制网格坐标\n",
    "x0,x1=np.meshgrid(np.linspace(0,7,500),np.linspace(0,2.7,500))  #x0/x1: 500*500\n",
    "x_grid = np.c_[x0.ravel(),x1.ravel()]   # x_grid:m*2（列连接）\n",
    "\n",
    "# 3. 通过softmax方法进行训练\n",
    "model = LogisticRegression(solver='lbfgs')\n",
    "model.fit(mul_current_data, mul_current_target)\n",
    "pred_prob = model.predict_proba(x_grid) # x_grid:m*n,pred_prob:m*3\n",
    "print(model.classes_)       # 查看类别\n",
    "\n",
    "# 4. 绘制等高线\n",
    "# 调整图像画布大小\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(mul_current_data[mul_current_target.flatten()==0,0],mul_current_data[mul_current_target.flatten()==0,1],'m+',label='0')  # 绘制样本点0\n",
    "plt.plot(mul_current_data[mul_current_target.flatten()==1,0],mul_current_data[mul_current_target.flatten()==1,1],'ch',label='1')  # 绘制样本点1\n",
    "plt.plot(mul_current_data[mul_current_target.flatten()==2,0],mul_current_data[mul_current_target.flatten()==2,1],'g^',label='2')  # 绘制样本点1\n",
    "plt.contourf(x0,x1,pred_prob[:,1].reshape(x0.shape),alpha=0.5,cmap=plt.cm.brg)  # 绘制等高线0\n",
    "contour = plt.contour(x0,x1,pred_prob[:,1].reshape(x0.shape),linewidths=2,cmap=plt.cm.brg)  # 绘制等高线0\n",
    "plt.clabel(contour, inline=1, fmt='%1.1f', fontsize=10,colors='black')\n",
    "plt.xlabel('花萼长度')\n",
    "plt.ylabel('花萼宽度')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ],
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